Law 2 & Strategy 2 – Weighted Decay of DAATS & Global Quick Trend Trader: Quantum Smoothing in Action
- July 31, 2025
- Posted by: Drglenbrown1
- Category: Financial Engineering

Introduction
In Dr. Glen Brown’s Nine-Laws Framework, Law 2: Weighted Decay of DAATS (WDHDI) harnesses quantum-inspired exponential smoothing to filter out market “noise” while preserving genuine volatility regimes. Strategy 2: Global Quick Trend Trader is designed to seize rapid trends on the M5 chart, with confirmations from M5, M15, M30, and M60. By marrying Law 2’s dissipative half-life dynamics with Strategy 2’s full default logic—color-coded EMA zones, Heiken Ashi Smoothed (HAS) indicators, MACD/GMACD, ITrend, ADX, and PATS-Stop—we create a robust “Quantum Smoothing Trend Trader” that enters trends cleanly and adapts stops fluidly. This article delivers:
- Foundational definitions of quantum decay analogies and trading indicators
- Mathematical derivation of WDHDI’s time-varying half-life and decay constant
- Step-by-step GATS implementation of Law 2 smoothing
- Complete default parameters for the Global Quick Trend Trader
- Quantum narratives: observer effect, decoherence channels, entanglement
- Code snippet for “Quantum Smoothing Trend Trading”
- Live GBPUSD M5 case study
- Calibration guidance, sensitivity analysis, pitfalls
- Comprehensive glossary and concluding insights
1. Core Definitions & Concepts
1.1 Exponential Decay & Half-Life
Half-Life (τ) in quantum systems is the time required for a state’s amplitude to reduce by half under dissipative processes. In trading, we model the DAATS trailing stop’s responsiveness by assigning a time-varying half-life τ(t), so spikes in volatility smooth quickly, while calm periods maintain tighter stops.
1.2 Lindblad Dissipator
In open quantum systems, the Lindblad dissipator term 𝒟[L](ρ)
governs irreversible decay. We abstract this to DAATS smoothing: each new bar applies a weighted decay factor, reducing the impact of transient spikes while preserving persistent volatility regimes.
1.3 DAATS & Weighted Decay
- DAATS: Multiplier × ATR(n), with n = EMA-zone boundary (8, 15, 25, 50, 89, 140, 200).
- Weighted Decay: γ₂(t) = ln 2 / τ(t), where τ(t)=τ₀/[1+β·ATR(t)]. We choose τ₀=20 bars, β=1.0 by default.
1.4 Global Quick Trend Trader Defaults
Strategy 2 enters on M5 when multiple conditions align across M5–M60:
- Price in bullish/bearish color-coded EMA zone
- HAS candles/time bars confirm trend direction
- Fast MACD (8,17,5) tuned per EMA zone
- ITrend & ADX (≥18) confirm momentum
- Global GMACD components aligned
- PATS-Stop validates support/resistance
- DAATS base stop = 15×ATR(n) (or 16×ATR(n))
- Profit target = 5×StopDistance (75–80×ATR(n))
- Risk per trade = 0.02%–2% of equity
- Break-Even at 32.875%×(0.6375×DAATS)
2. Law 2: Weighted Decay of DAATS (WDHDI)
Objective: Smooth DAATS spikes adaptively, preserving stop integrity during calm periods and reducing overshoot during volatility bursts.
2.1 Mathematical Derivation
Starting from the Lindblad form for dissipation:
dρ/dt = -i[H,ρ] + ∑𝒟[Lm](ρ)
we map the dissipator’s decay rate to the DAATS trailing stop:
τ(t) = τ₀ / [1 + β·ATR(t)]
γ₂(t) = ln(2) / τ(t)
DAATS<sub>new</sub> = DAATS<sub>prev</sub> · e^(−γ₂·Δt)
- τ₀: Base half-life (default 20 bars)
- β: Volatility scaling (default 1.0)
- Δt: Time increment (1 bar)
2.2 Implementation Steps in GATS
- At each M5 bar, compute ATR(t).
- Compute τ(t) = 20 / [1 + ATR(t)].
- Compute γ₂ = ln(2)/τ(t).
- Update DAATS as:
DAATS ← DAATS × e^(−γ₂)
. - Use updated DAATS for stop-loss and Break-Even calculations.
2.3 Parameter Guidelines
Parameter | Default | Range |
---|---|---|
τ₀ (Base half-life) | 20 bars | 10–30 |
β (Vol scaling) | 1.0 | 0.5–2.0 |
ATR period | n = EMA-zone boundary | 8,15,25,50,89,140,200 |
3. Strategy 2: Global Quick Trend Trader Defaults
3.1 Buy Signal Criteria
- Price in bullish EMA zone (above EMA n).
- HAS candles & time bars (M5–M60) are Blue.
- ITrend: Green > Red.
- ADX ≥ 18.
- Global GMACD (8,17,5) all bullish.
- PATS-Stop below price.
- λ ≤ λc (per Law 1, if active).
3.2 Sell Signal Criteria
- Price in bearish EMA zone.
- HAS candles & time bars Red.
- ITrend: Green < Red.
- ADX ≥ 18.
- GMACD bearish.
- PATS-Stop above price.
- λ ≤ λc.
3.3 Stop-Loss, BE & Profit-Target
- Base DAATS: 15×ATR(n) or 16×ATR(n)
- Smoothed DAATS: apply exponential decay via γ₂(t)
- Break-Even: 0.32875 × (0.6375 × DAATS)
- Profit Target: 5×StopDistance → 75–80×ATR(n)
- Risk: 0.02%–2% of equity per trade
4. Quantum Narratives & Decoherence Channels
Observer Role: At each bar, the GATS engine samples ATR, EMAs, HAS, ADX, etc.—collapsing the market’s superposed volatility scenarios into a single stop-distance and trading decision.
- Decoherence Channel: γ₂(t) acts like a Lindblad operator, extinguishing transient volatility spikes and preserving only persistent trends.
- Entanglement: Confirmations across M5, M15, M30, M60 entangle conditions—requiring simultaneous satisfaction for trade entry.
- Measurement Impact: Adjusting DAATS reshapes subsequent price trajectories, as stop-levels influence market orders and liquidity.
5. Integration: Quantum Smoothing Trend Trading Snippet
// Law 2 settings
TAU0 = 20
BETA = 1.0
// Strategy 2 settings
EMA_ZONES = [8,15,25,50,89,140,200]
DAATS_MULT = 15
function onBar(M5) {
zone = getEMAZone()
atr = ATR(zone)
tau = TAU0 / (1 + BETA * atr)
gamma2 = Math.log(2) / tau
daats = previousDAATS * Math.exp(-gamma2)
if (isGlobalBuy() && canEnter(daats)) enterLong()
if (isGlobalSell() && canEnter(daats)) enterShort()
if (inPosition()) {
setStopLoss(daats)
setBreakEven(0.32875 * (0.6375 * daats))
setProfitTarget(daats * 5)
}
}
6. Live GBPUSD M5 Case Study
Date: July 29, 2025 | Instrument: GBPUSD | Equity: $100 000
6.1 Pre-Trade Snapshot
- Price in Acceleration Zone (n=15; ATR=0.00040)
- Initial DAATS = 15×0.00040 = 0.0060 (60 pips)
- τ = 20/(1+0.00040) ≈ 19.99 bars → γ₂ ≈ 0.0347
- Smoothed DAATS = 60 × e^(−0.0347) ≈ 58.0 pips
- HAS Blue, ADX=25, ITrend green>red, GMACD bullish, PATS below
6.2 Trade Execution
- 09:30 ET – All buy criteria met → Enter @ 1.2800.
- Stop = 58 pips → 1.2742; BE = 0.32875×(0.6375×58) ≈ 12.1 pips → 1.2812.
- 10:00 – Vol spike: ATR→0.00080 → τ→20/1.8≈11.11, γ₂→0.0624 → DAATS_new≈53 pips; stop tightens.
- Position runs to profit target: 5×53≈265 pips → closes @ 1.3065 → **+265 pips**.
6.3 Performance Overview
- Profit: 265 pips ($2,650)
- Max adverse excursion: –58 pips
- Risk used: 0.5% equity
7. Calibration & Best Practices
Backtest τ₀ (10–30), β (0.5–2.0) over 6–12 months. Examine heatmaps for Sharpe vs. max drawdown. Test sensitivity of ATR(n) periods. Validate confirmatory indicator lags. Always anchor the Death-Stop on M60 to mitigate spread anomalies.
8. Glossary of Key Terms
- Half-Life (τ): Time for DAATS to decay 50% under smoothing.
- γ₂: Exponential decay constant = ln(2)/τ.
- Lindblad Dissipator: Operator modeling irreversible decay (smoothing).
- Decoherence: Suppression of transient volatility after regime shocks.
- Entanglement: Joint conditions across multiple timeframes.
- Observer Effect: Algorithmic measurements influencing market dynamics.
9. Conclusion
By embedding quantum-inspired weighted decay into the Global Quick Trend Trader, we achieve precision smoothing—filtering noise yet staying adaptive to true regime shifts. This “Quantum Smoothing Trend Trading” combines exponential decay laws with multi-timeframe confirmations, ensuring high-probability trend entries and dynamically adjusted risk controls.
About the Author
Dr. Glen Brown is President & CEO of Global Accountancy Institute, Inc. and Global Financial Engineering, Inc., with 25+ years in algorithmic design, risk engineering, and proprietary trading. He holds a Ph.D. in Investments & Finance and architected GATS and the Nine-Laws Framework.
Business Model Disclaimer
Global Accountancy Institute and Global Financial Engineering operate as closed proprietary trading firms. No external advisory or trading services are provided.
Risk Disclaimer
Trading carries significant risk. Past performance is not indicative of future results. Use these strategies only with proper risk management and professional oversight.
Published July 31, 2025
#QuantumSmoothing #Law2 #QuickTrendTrader #GATS #DrGlenBrown